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result.txt
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epoch:1, train_loss:1.7580, acc:0.6508, acc_cls:0.0495, mean_iu:0.0346, fwavacc:0.4548
epoch:1, val_loss:1.4860, acc:0.6799, acc_cls:0.0479, mean_iu:0.0327, fwavacc:0.4629
epoch:2, train_loss:1.4470, acc:0.6794, acc_cls:0.0494, mean_iu:0.0343, fwavacc:0.4651
epoch:2, val_loss:1.4507, acc:0.6753, acc_cls:0.0495, mean_iu:0.0342, fwavacc:0.4605
epoch:3, train_loss:1.4095, acc:0.6836, acc_cls:0.0510, mean_iu:0.0359, fwavacc:0.4713
epoch:3, val_loss:1.4681, acc:0.6759, acc_cls:0.0520, mean_iu:0.0362, fwavacc:0.4612
epoch:4, train_loss:1.3983, acc:0.6832, acc_cls:0.0503, mean_iu:0.0352, fwavacc:0.4696
epoch:4, val_loss:1.4348, acc:0.6810, acc_cls:0.0491, mean_iu:0.0339, fwavacc:0.4643
epoch:5, train_loss:1.3831, acc:0.6836, acc_cls:0.0516, mean_iu:0.0363, fwavacc:0.4709
epoch:5, val_loss:1.3880, acc:0.6836, acc_cls:0.0494, mean_iu:0.0343, fwavacc:0.4685
epoch:6, train_loss:1.3681, acc:0.6821, acc_cls:0.0510, mean_iu:0.0358, fwavacc:0.4684
epoch:6, val_loss:1.3872, acc:0.6817, acc_cls:0.0529, mean_iu:0.0377, fwavacc:0.4703
epoch:7, train_loss:1.3401, acc:0.6854, acc_cls:0.0522, mean_iu:0.0371, fwavacc:0.4737
epoch:7, val_loss:1.3755, acc:0.6792, acc_cls:0.0572, mean_iu:0.0399, fwavacc:0.4691
epoch:8, train_loss:1.3197, acc:0.6838, acc_cls:0.0529, mean_iu:0.0377, fwavacc:0.4725
epoch:8, val_loss:1.3776, acc:0.6783, acc_cls:0.0536, mean_iu:0.0380, fwavacc:0.4656
epoch:9, train_loss:1.3018, acc:0.6846, acc_cls:0.0544, mean_iu:0.0393, fwavacc:0.4747
epoch:9, val_loss:1.4745, acc:0.6330, acc_cls:0.0751, mean_iu:0.0436, fwavacc:0.4738
epoch:10, train_loss:1.2857, acc:0.6850, acc_cls:0.0552, mean_iu:0.0399, fwavacc:0.4761
epoch:10, val_loss:1.3808, acc:0.6810, acc_cls:0.0533, mean_iu:0.0376, fwavacc:0.4691
epoch:11, train_loss:1.2634, acc:0.6860, acc_cls:0.0556, mean_iu:0.0402, fwavacc:0.4782
epoch:11, val_loss:1.4243, acc:0.6761, acc_cls:0.0636, mean_iu:0.0442, fwavacc:0.4740
epoch:12, train_loss:1.2611, acc:0.6842, acc_cls:0.0600, mean_iu:0.0439, fwavacc:0.4788
epoch:12, val_loss:1.2645, acc:0.6857, acc_cls:0.0508, mean_iu:0.0358, fwavacc:0.4712
epoch:13, train_loss:1.2379, acc:0.6875, acc_cls:0.0605, mean_iu:0.0446, fwavacc:0.4827
epoch:13, val_loss:1.2350, acc:0.6835, acc_cls:0.0670, mean_iu:0.0488, fwavacc:0.4805
epoch:14, train_loss:1.2344, acc:0.6869, acc_cls:0.0627, mean_iu:0.0464, fwavacc:0.4844
epoch:14, val_loss:1.2402, acc:0.6892, acc_cls:0.0586, mean_iu:0.0426, fwavacc:0.4820
epoch:15, train_loss:1.2111, acc:0.6869, acc_cls:0.0649, mean_iu:0.0481, fwavacc:0.4869
epoch:15, val_loss:1.2418, acc:0.6808, acc_cls:0.0630, mean_iu:0.0456, fwavacc:0.4758
epoch:16, train_loss:1.1960, acc:0.6912, acc_cls:0.0684, mean_iu:0.0509, fwavacc:0.4933
epoch:16, val_loss:1.2755, acc:0.6829, acc_cls:0.0609, mean_iu:0.0442, fwavacc:0.4744
epoch:17, train_loss:1.1888, acc:0.6875, acc_cls:0.0678, mean_iu:0.0501, fwavacc:0.4908
epoch:17, val_loss:1.2037, acc:0.6824, acc_cls:0.0604, mean_iu:0.0440, fwavacc:0.4747
epoch:18, train_loss:1.1861, acc:0.6904, acc_cls:0.0722, mean_iu:0.0533, fwavacc:0.4942
epoch:18, val_loss:1.3071, acc:0.6806, acc_cls:0.0675, mean_iu:0.0499, fwavacc:0.4741
epoch:19, train_loss:1.1783, acc:0.6887, acc_cls:0.0751, mean_iu:0.0551, fwavacc:0.4970
epoch:19, val_loss:1.2642, acc:0.6685, acc_cls:0.0721, mean_iu:0.0484, fwavacc:0.4784
epoch:20, train_loss:1.1780, acc:0.6884, acc_cls:0.0716, mean_iu:0.0528, fwavacc:0.4945
epoch:20, val_loss:1.2276, acc:0.6780, acc_cls:0.0819, mean_iu:0.0555, fwavacc:0.4970
epoch:21, train_loss:1.1604, acc:0.6919, acc_cls:0.0783, mean_iu:0.0580, fwavacc:0.5016
epoch:21, val_loss:1.3117, acc:0.6839, acc_cls:0.0569, mean_iu:0.0409, fwavacc:0.4731
epoch:22, train_loss:1.1507, acc:0.6919, acc_cls:0.0773, mean_iu:0.0566, fwavacc:0.5008
epoch:22, val_loss:1.1599, acc:0.6836, acc_cls:0.0861, mean_iu:0.0602, fwavacc:0.4967
epoch:23, train_loss:1.1344, acc:0.6937, acc_cls:0.0849, mean_iu:0.0624, fwavacc:0.5078
epoch:23, val_loss:1.1982, acc:0.6876, acc_cls:0.0833, mean_iu:0.0578, fwavacc:0.4914
epoch:24, train_loss:1.1400, acc:0.6939, acc_cls:0.0830, mean_iu:0.0614, fwavacc:0.5061
epoch:24, val_loss:1.1600, acc:0.6884, acc_cls:0.0725, mean_iu:0.0535, fwavacc:0.4876
epoch:25, train_loss:1.1210, acc:0.6947, acc_cls:0.0859, mean_iu:0.0626, fwavacc:0.5103
epoch:25, val_loss:1.1463, acc:0.6920, acc_cls:0.0834, mean_iu:0.0613, fwavacc:0.4974
epoch:26, train_loss:1.1167, acc:0.6978, acc_cls:0.0889, mean_iu:0.0650, fwavacc:0.5122
epoch:26, val_loss:1.1876, acc:0.6803, acc_cls:0.0932, mean_iu:0.0648, fwavacc:0.4996
epoch:27, train_loss:1.1199, acc:0.6945, acc_cls:0.0962, mean_iu:0.0700, fwavacc:0.5129
epoch:27, val_loss:1.1407, acc:0.6898, acc_cls:0.0969, mean_iu:0.0646, fwavacc:0.5053
epoch:28, train_loss:1.0993, acc:0.6984, acc_cls:0.0962, mean_iu:0.0704, fwavacc:0.5178
epoch:28, val_loss:1.1536, acc:0.6980, acc_cls:0.0890, mean_iu:0.0614, fwavacc:0.5132
epoch:29, train_loss:1.1002, acc:0.6975, acc_cls:0.0957, mean_iu:0.0690, fwavacc:0.5167
epoch:29, val_loss:1.2886, acc:0.6502, acc_cls:0.1294, mean_iu:0.0753, fwavacc:0.5111
epoch:30, train_loss:1.0962, acc:0.6986, acc_cls:0.0973, mean_iu:0.0707, fwavacc:0.5192
epoch:30, val_loss:1.1135, acc:0.6979, acc_cls:0.1084, mean_iu:0.0746, fwavacc:0.5184
epoch:31, train_loss:1.0902, acc:0.7010, acc_cls:0.1040, mean_iu:0.0750, fwavacc:0.5215
epoch:31, val_loss:1.1382, acc:0.6963, acc_cls:0.1213, mean_iu:0.0778, fwavacc:0.5259
epoch:32, train_loss:1.0751, acc:0.7042, acc_cls:0.1047, mean_iu:0.0755, fwavacc:0.5274
epoch:32, val_loss:1.2038, acc:0.6976, acc_cls:0.0799, mean_iu:0.0609, fwavacc:0.4963
epoch:33, train_loss:1.0765, acc:0.7031, acc_cls:0.1063, mean_iu:0.0771, fwavacc:0.5257
epoch:33, val_loss:1.0889, acc:0.6987, acc_cls:0.0919, mean_iu:0.0695, fwavacc:0.5069
epoch:34, train_loss:1.0616, acc:0.7039, acc_cls:0.1067, mean_iu:0.0776, fwavacc:0.5269
epoch:34, val_loss:1.1392, acc:0.7024, acc_cls:0.1036, mean_iu:0.0745, fwavacc:0.5147
epoch:35, train_loss:1.0604, acc:0.7055, acc_cls:0.1119, mean_iu:0.0808, fwavacc:0.5311
epoch:35, val_loss:1.1681, acc:0.6828, acc_cls:0.1059, mean_iu:0.0640, fwavacc:0.5232
epoch:36, train_loss:1.0619, acc:0.7055, acc_cls:0.1097, mean_iu:0.0779, fwavacc:0.5320
epoch:36, val_loss:1.0976, acc:0.7006, acc_cls:0.1219, mean_iu:0.0855, fwavacc:0.5228
epoch:37, train_loss:1.0398, acc:0.7096, acc_cls:0.1107, mean_iu:0.0806, fwavacc:0.5342
epoch:37, val_loss:1.0899, acc:0.7023, acc_cls:0.1155, mean_iu:0.0788, fwavacc:0.5268
epoch:38, train_loss:1.0319, acc:0.7117, acc_cls:0.1181, mean_iu:0.0837, fwavacc:0.5408
epoch:38, val_loss:1.1072, acc:0.7023, acc_cls:0.1255, mean_iu:0.0826, fwavacc:0.5291
epoch:39, train_loss:1.0411, acc:0.7079, acc_cls:0.1138, mean_iu:0.0809, fwavacc:0.5373
epoch:39, val_loss:1.1040, acc:0.6970, acc_cls:0.1244, mean_iu:0.0784, fwavacc:0.5439
epoch:40, train_loss:1.0327, acc:0.7121, acc_cls:0.1256, mean_iu:0.0897, fwavacc:0.5423
epoch:40, val_loss:1.1395, acc:0.6904, acc_cls:0.1355, mean_iu:0.0784, fwavacc:0.5281
epoch:41, train_loss:1.0183, acc:0.7140, acc_cls:0.1250, mean_iu:0.0887, fwavacc:0.5459
epoch:41, val_loss:1.1033, acc:0.6951, acc_cls:0.1197, mean_iu:0.0809, fwavacc:0.5299
epoch:42, train_loss:1.0113, acc:0.7144, acc_cls:0.1275, mean_iu:0.0912, fwavacc:0.5447
epoch:42, val_loss:1.0592, acc:0.7103, acc_cls:0.1442, mean_iu:0.0966, fwavacc:0.5447
epoch:43, train_loss:1.0122, acc:0.7160, acc_cls:0.1306, mean_iu:0.0925, fwavacc:0.5495
epoch:43, val_loss:1.0407, acc:0.7135, acc_cls:0.1405, mean_iu:0.0943, fwavacc:0.5527
epoch:44, train_loss:1.0128, acc:0.7151, acc_cls:0.1324, mean_iu:0.0933, fwavacc:0.5470
epoch:44, val_loss:1.1163, acc:0.7001, acc_cls:0.1444, mean_iu:0.0917, fwavacc:0.5470
epoch:45, train_loss:1.0203, acc:0.7155, acc_cls:0.1314, mean_iu:0.0934, fwavacc:0.5482
epoch:45, val_loss:1.1935, acc:0.6851, acc_cls:0.1262, mean_iu:0.0735, fwavacc:0.5358
epoch:46, train_loss:0.9974, acc:0.7194, acc_cls:0.1354, mean_iu:0.0965, fwavacc:0.5538
epoch:46, val_loss:1.1406, acc:0.6721, acc_cls:0.1409, mean_iu:0.0769, fwavacc:0.5402
epoch:47, train_loss:0.9922, acc:0.7185, acc_cls:0.1334, mean_iu:0.0943, fwavacc:0.5541
epoch:47, val_loss:1.0529, acc:0.7150, acc_cls:0.1355, mean_iu:0.0923, fwavacc:0.5422
epoch:48, train_loss:0.9929, acc:0.7188, acc_cls:0.1410, mean_iu:0.1002, fwavacc:0.5549
epoch:48, val_loss:1.0711, acc:0.7018, acc_cls:0.1410, mean_iu:0.0916, fwavacc:0.5429
epoch:49, train_loss:0.9751, acc:0.7197, acc_cls:0.1376, mean_iu:0.0981, fwavacc:0.5577
epoch:49, val_loss:1.0431, acc:0.7013, acc_cls:0.1600, mean_iu:0.0980, fwavacc:0.5527
epoch:50, train_loss:0.9803, acc:0.7188, acc_cls:0.1386, mean_iu:0.0979, fwavacc:0.5553
epoch:50, val_loss:1.0972, acc:0.7067, acc_cls:0.1229, mean_iu:0.0795, fwavacc:0.5435
epoch:51, train_loss:0.9771, acc:0.7207, acc_cls:0.1440, mean_iu:0.1026, fwavacc:0.5595
epoch:51, val_loss:1.0472, acc:0.7076, acc_cls:0.1797, mean_iu:0.1144, fwavacc:0.5672
epoch:52, train_loss:0.9636, acc:0.7239, acc_cls:0.1512, mean_iu:0.1074, fwavacc:0.5634
epoch:52, val_loss:1.0444, acc:0.7095, acc_cls:0.1276, mean_iu:0.0858, fwavacc:0.5358
epoch:53, train_loss:0.9499, acc:0.7248, acc_cls:0.1503, mean_iu:0.1067, fwavacc:0.5659
epoch:53, val_loss:1.0525, acc:0.7116, acc_cls:0.1394, mean_iu:0.0964, fwavacc:0.5466
epoch:54, train_loss:0.9521, acc:0.7244, acc_cls:0.1503, mean_iu:0.1079, fwavacc:0.5639
epoch:54, val_loss:1.0577, acc:0.7108, acc_cls:0.1384, mean_iu:0.0917, fwavacc:0.5503
epoch:55, train_loss:0.9606, acc:0.7235, acc_cls:0.1526, mean_iu:0.1091, fwavacc:0.5649
epoch:55, val_loss:1.0354, acc:0.7129, acc_cls:0.1318, mean_iu:0.0913, fwavacc:0.5465
epoch:56, train_loss:0.9410, acc:0.7299, acc_cls:0.1620, mean_iu:0.1156, fwavacc:0.5726
epoch:56, val_loss:1.0336, acc:0.7092, acc_cls:0.1628, mean_iu:0.1073, fwavacc:0.5626
epoch:57, train_loss:0.9309, acc:0.7334, acc_cls:0.1630, mean_iu:0.1174, fwavacc:0.5769
epoch:57, val_loss:1.1151, acc:0.7045, acc_cls:0.1575, mean_iu:0.1004, fwavacc:0.5560
epoch:58, train_loss:0.9234, acc:0.7289, acc_cls:0.1575, mean_iu:0.1121, fwavacc:0.5725
epoch:58, val_loss:1.0148, acc:0.7224, acc_cls:0.1587, mean_iu:0.1137, fwavacc:0.5600
epoch:59, train_loss:0.9334, acc:0.7288, acc_cls:0.1628, mean_iu:0.1156, fwavacc:0.5730
epoch:59, val_loss:0.9983, acc:0.7246, acc_cls:0.1860, mean_iu:0.1240, fwavacc:0.5716
epoch:60, train_loss:0.9267, acc:0.7316, acc_cls:0.1617, mean_iu:0.1153, fwavacc:0.5753
epoch:60, val_loss:1.0488, acc:0.7071, acc_cls:0.2013, mean_iu:0.1292, fwavacc:0.5693
epoch:61, train_loss:0.9192, acc:0.7323, acc_cls:0.1670, mean_iu:0.1202, fwavacc:0.5761
epoch:61, val_loss:1.0139, acc:0.7215, acc_cls:0.1967, mean_iu:0.1279, fwavacc:0.5815
epoch:62, train_loss:0.9016, acc:0.7367, acc_cls:0.1708, mean_iu:0.1228, fwavacc:0.5842
epoch:62, val_loss:1.0325, acc:0.7124, acc_cls:0.1807, mean_iu:0.1201, fwavacc:0.5697
epoch:63, train_loss:0.9042, acc:0.7338, acc_cls:0.1722, mean_iu:0.1245, fwavacc:0.5803
epoch:63, val_loss:1.0340, acc:0.7127, acc_cls:0.1750, mean_iu:0.1155, fwavacc:0.5694
epoch:64, train_loss:0.8975, acc:0.7370, acc_cls:0.1818, mean_iu:0.1314, fwavacc:0.5851
epoch:64, val_loss:1.0314, acc:0.7208, acc_cls:0.1683, mean_iu:0.1214, fwavacc:0.5637
epoch:65, train_loss:0.8804, acc:0.7426, acc_cls:0.1901, mean_iu:0.1394, fwavacc:0.5917
epoch:65, val_loss:1.0049, acc:0.7238, acc_cls:0.1509, mean_iu:0.1125, fwavacc:0.5588
epoch:66, train_loss:0.8831, acc:0.7410, acc_cls:0.1930, mean_iu:0.1403, fwavacc:0.5907
epoch:66, val_loss:0.9946, acc:0.7260, acc_cls:0.1797, mean_iu:0.1243, fwavacc:0.5761
epoch:67, train_loss:0.8807, acc:0.7397, acc_cls:0.1944, mean_iu:0.1407, fwavacc:0.5896
epoch:67, val_loss:0.9866, acc:0.7257, acc_cls:0.1713, mean_iu:0.1230, fwavacc:0.5713
epoch:68, train_loss:0.8769, acc:0.7413, acc_cls:0.1943, mean_iu:0.1424, fwavacc:0.5917
epoch:68, val_loss:1.0198, acc:0.7190, acc_cls:0.1716, mean_iu:0.1151, fwavacc:0.5663
epoch:69, train_loss:0.8710, acc:0.7445, acc_cls:0.2051, mean_iu:0.1501, fwavacc:0.5942
epoch:69, val_loss:1.0091, acc:0.7198, acc_cls:0.1610, mean_iu:0.1149, fwavacc:0.5643
epoch:70, train_loss:0.8593, acc:0.7482, acc_cls:0.2102, mean_iu:0.1539, fwavacc:0.6013
epoch:70, val_loss:1.0301, acc:0.7287, acc_cls:0.1768, mean_iu:0.1267, fwavacc:0.5668
epoch:71, train_loss:0.8608, acc:0.7472, acc_cls:0.2137, mean_iu:0.1562, fwavacc:0.5991
epoch:71, val_loss:0.9993, acc:0.7180, acc_cls:0.2082, mean_iu:0.1365, fwavacc:0.5779
epoch:72, train_loss:0.8611, acc:0.7450, acc_cls:0.2108, mean_iu:0.1553, fwavacc:0.5970
epoch:72, val_loss:0.9968, acc:0.7275, acc_cls:0.1863, mean_iu:0.1332, fwavacc:0.5735
epoch:73, train_loss:0.8471, acc:0.7485, acc_cls:0.2167, mean_iu:0.1584, fwavacc:0.6021
epoch:73, val_loss:0.9840, acc:0.7300, acc_cls:0.1816, mean_iu:0.1359, fwavacc:0.5755
epoch:74, train_loss:0.8431, acc:0.7521, acc_cls:0.2283, mean_iu:0.1670, fwavacc:0.6075
epoch:74, val_loss:0.9810, acc:0.7291, acc_cls:0.1863, mean_iu:0.1306, fwavacc:0.5778
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epoch:91, train_loss:0.7420, acc:0.7749, acc_cls:0.3032, mean_iu:0.2312, fwavacc:0.6402
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epoch:101, train_loss:0.6684, acc:0.7949, acc_cls:0.3674, mean_iu:0.2856, fwavacc:0.6681
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epoch:102, train_loss:0.6692, acc:0.7948, acc_cls:0.3661, mean_iu:0.2841, fwavacc:0.6699
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epoch:103, train_loss:0.6713, acc:0.7920, acc_cls:0.3712, mean_iu:0.2868, fwavacc:0.6659
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epoch:104, train_loss:0.6601, acc:0.7966, acc_cls:0.3804, mean_iu:0.2966, fwavacc:0.6723
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epoch:105, train_loss:0.6531, acc:0.7975, acc_cls:0.3806, mean_iu:0.2951, fwavacc:0.6736
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epoch:110, train_loss:0.6518, acc:0.7993, acc_cls:0.3952, mean_iu:0.3091, fwavacc:0.6760
epoch:110, val_loss:1.0489, acc:0.7149, acc_cls:0.2679, mean_iu:0.1709, fwavacc:0.5867
epoch:111, train_loss:0.6424, acc:0.8017, acc_cls:0.3951, mean_iu:0.3097, fwavacc:0.6804
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epoch:113, train_loss:0.6208, acc:0.8070, acc_cls:0.4117, mean_iu:0.3240, fwavacc:0.6874
epoch:113, val_loss:0.9238, acc:0.7402, acc_cls:0.2687, mean_iu:0.1949, fwavacc:0.6053
epoch:114, train_loss:0.6127, acc:0.8094, acc_cls:0.4246, mean_iu:0.3332, fwavacc:0.6912
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epoch:115, train_loss:0.6182, acc:0.8072, acc_cls:0.4271, mean_iu:0.3348, fwavacc:0.6888
epoch:115, val_loss:1.0961, acc:0.7146, acc_cls:0.2630, mean_iu:0.1815, fwavacc:0.5843
epoch:116, train_loss:0.6096, acc:0.8095, acc_cls:0.4249, mean_iu:0.3339, fwavacc:0.6913
epoch:116, val_loss:0.9443, acc:0.7455, acc_cls:0.2658, mean_iu:0.1924, fwavacc:0.6100
epoch:117, train_loss:0.6026, acc:0.8113, acc_cls:0.4271, mean_iu:0.3348, fwavacc:0.6940
epoch:117, val_loss:1.0313, acc:0.7216, acc_cls:0.2584, mean_iu:0.1754, fwavacc:0.5904
epoch:118, train_loss:0.5884, acc:0.8145, acc_cls:0.4396, mean_iu:0.3482, fwavacc:0.6988
epoch:118, val_loss:0.9661, acc:0.7409, acc_cls:0.2727, mean_iu:0.2019, fwavacc:0.6040
epoch:119, train_loss:0.6017, acc:0.8117, acc_cls:0.4400, mean_iu:0.3468, fwavacc:0.6952
epoch:119, val_loss:0.9725, acc:0.7384, acc_cls:0.2701, mean_iu:0.1953, fwavacc:0.6038
epoch:120, train_loss:0.5791, acc:0.8181, acc_cls:0.4514, mean_iu:0.3587, fwavacc:0.7037
epoch:120, val_loss:1.0016, acc:0.7309, acc_cls:0.2750, mean_iu:0.1987, fwavacc:0.6014